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Work & People
What the tools do to the jobs, measured rather than predicted.
- 001Agent Ops Engineer: Hire for the 280% Demand SurgeAgentic AI skills appeared in 280% more US job postings in a year. What an agent ops engineer owns, why no existing role covers it, and how to hire one.280%
- 002AI Disclosure to Customers: The Case Both Ways in 2026EU Article 50 has required AI disclosure since 2 August 2026, with fines to €15M or 3% of turnover. What to tell customers, and what disclosure costs you.€15M
- 003AI Engineer Salary 2026: Compression Is the Wrong WordPwC measures a 62% wage premium on AI job ads while payroll data shows base pay barely moved. Here is what AI engineer salary spread really looks like.62%
- 004AI Fluency Hiring: 9 Questions, Not Prompt TricksPrompt engineer missed Microsoft's top 10 AI hiring roles. One 2026 study found people took wrong AI answers 80% of the time. 9 questions that test judgement.822
- 005AI Layoffs vs Overhiring: What the Hiring Data SaysAI was named in 112,713 US job cuts through July 2026, up from 54,836 in all of 2025, while total announced layoffs fell 41%. The hiring histories disagree.112,713
- 006AI Tool Standardisation: What One Tool Really Costs70% of engineers run two to four AI tools at once, per a 906-person survey. Standardising improves governance and costs you goodwill. Here is the trade-off.70%
- 007AI Training Programmes That Actually Changed Behaviour79% of employees with more than five hours of AI training use it regularly, against 67% below that line. What separated the programmes that changed behaviour.79%
- 008Code Review Is the Bottleneck: Time in Review Up 441%Faros AI telemetry from 22,000 developers puts median time in PR review up 441.5%. Generation outran review capacity. Here is how to rebuild the workflow.441.5%
- 009Developer Trust in AI Fell to 29% as Usage Hit 84%Stack Overflow's 2025 survey puts developer trust in AI accuracy at 29% while 84% use or plan to use the tools. What that gap really costs tool vendors.29%
- 010Engineering Burnout: AI Raised Pace, Not Headcount49% of software engineers now feel emotionally drained weekly, up from 39%. AI raised delivery pace without changing team size. What managers can fix.49%
- 011Four-Day Week Math: AI Saves 5.7%, You Need 20%AI users save 5.7% of their work hours. A 32-hour week needs 20%. The four-day week case is stronger than ever, and AI is not the thing that funds it.5.7%
- 012Generative UI vs Designers: The Craft Moves to ConstraintsGoogle's generative UI scored 1736 Elo against 1800 for human-designed sites. What runtime interfaces change about design systems, craft and hiring.1736.2
- 013Human Skills After AI: Which Ones Gained ValueEmployment for 22 to 25 year olds in AI-exposed jobs is 19% below trend. The human skills that gained value are the ones nobody wrote down. Here is the list.19%
- 014Internal Tools Nobody Approved: A Governance PathVeracode found 44% of AI code generation tasks introduce a known flaw. A 3-tier approval path for internal tools that keeps the speed and the audit trail.56%
- 015Junior Developer Hiring Fell 65%. Seniors Come From Where?New grad engineering hiring is down 65% at the largest tech firms since 2019. Agents absorbed the entry-level work. Here is what that costs by 2030.65%
- 016Middle Management After Agents: What the Layer BecomesThe average manager now runs 12.1 direct reports, up from 10.9 in a year. Agents absorb the coordination half of the job. The coaching half does not scale.12.1
- 017Oracle Layoffs: 30,000 Announced, 21,000 Actually GoneOracle announced 30,000 layoffs in 2026 and its 10-K showed headcount down 21,000. Separating the AI explanation from a negative $23.7B cash flow year.30,000
- 018Performance Reviews: Volume Rose 180%, Shipping 30%Commits rose 180% with coding agents while shipped releases rose 30%. Volume no longer signals contribution, so here is a review rubric that still works.180%
- 019Product Manager Skills When AI Writes 75% of CodeAI now writes 75% of new code at Google. That moves the product manager job upstream, toward specification quality, evaluation design and problem selection.75%
- 020Remote Work Monitoring: The Trust Cost Nobody PricesA meta-analysis of 94 studies covering 23,461 workers found no evidence that monitoring lifts performance. What it reliably changes is stress. Four fixes.23,461
- 021Revenue Per Employee: The $2.7M Team Tripled HeadcountLovable runs about $2.7M of revenue per employee against a $141,125 private SaaS median. What AI-native team structure changes, and what it does not.$2.7M
- 022Support Deflection at 60%: What Is Left for HumansDeflection at 60% removes the easiest contacts, not 60% of the work. Gartner expects half of AI-driven service cuts to be rehired by 2027. Here is the math.50%
- 023Technical Interviews When Everyone Ships With AI71% of engineering leaders say AI has made technical skills harder to assess. Portfolios and take-homes stopped signalling. Here is what replaces them.71%
- 024Vibe Coding's Cleanup Bill: 74% Report Major Rework74% of technology leaders say at least a quarter of their AI-generated code needs significant rework. Here is what the cleanup costs and how to cap it.74%